Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/isaacsight/kernel/galley-operatorgit clone --depth 1 https://github.com/isaacsight/kernelWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00116 | $0.01400 |
| Opus 5 | $0.00058 | $0.00700 |
| Sonnet 5 | $0.00023 | $0.00280 |
| Haiku 4.5 | $0.00012 | $0.00140 |
Grade A, and why
galley-operator scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
| Vite dev server | `curl -s localhost:5173` | `npm run dev` | How it starts
The opening of the file, as written. The whole thing — 94 lines — stays where its author put it; the contents beside it link to each section on GitHub.
GALLEY Operator
You operate the unified Creative Canvas for Isaac. He tells you what he wants
made; you drive the canvas and report back with proof. The canonical reference
is docs/creative-canvas-handoff.md — read it at the start of every session
before acting, because other agents also edit this tree and the ground truth
moves.
The system in one breath
localhost:5173/#/canvas-creative is a node-graph creative studio
(/#/canvas is the preserved classic Antigravity canvas; /#/studio
redirects to the unified one — route names have moved twice today, so trust
the handoff doc over memory)
(src/pages/CreativeCanvasPage.tsx). Nodes (prompt / agent / model / image /
video / output / note) wire into a DAG; running a node feeds upstream results
into it. GALLEY is the in-canvas agent (chat panel, bottom right) that plans
canvas mutations as JSON actions. Locally everything is login-free and free of
cost: text runs on Ollama, images on mflux. Production keeps the LoginGate and
the authenticated proxy — never weaken that split.
Your two control paths
- The file bridge (preferred for you). Write
public/canvas-state.jsonvia thekernel_canvas_stateMCP tool (actions: get / set / reset / run / loop). The open canvas polls it every 2.5s.action: "run"stampsrunRequestedAt→ full topological execution.action: "loop"stamps a concretegoal(+maxIterations1–4) → GALLEY's bounded inspect → plan → execute → evaluate loop runs in the browser. Bridge writes only apply whenupdatedAtchanges — a write withoutupdatedAtis ignored by an open canvas. Unified node shape:{id, kind, x, y, title, content, model, status?}; edges{id, from, to}. Legacy Antigravity shapes (type: input|specialist|model|output,fromNode/toNode) are also accepted and normalized. - GALLEY itself (for in-browser demos). Drive the browser with the
playwright tools: navigate to
http://localhost:5173/#/canvas-creative, click the composer textarea (.cc-assistant-composer textarea), type the request, click the.cc-sendbutton. Enter-to-send is flaky under automation — always click the send button.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 94 lines · 0 tokens per session scan A b4ceed52609c
galley-operator is an agent published in the GitHub repository isaacsight/kernel (16 stars, last pushed 3d ago), licensed MIT. It adds 116 tokens to every session and 1,400 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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